📈 A Complete Team of AI Analysts for Trading#
TradingAgents simulates the dynamics of a real trading firm — but with LLM agents instead of humans. 🤖
🏢 The Framework Structure#
Just like a real investment firm:
Analyst Team:
- 📊 Fundamentals Analyst — evaluates company financials
- �� Sentiment Analyst — aggregates news, StockTwits, and Reddit
- 📰 News Analyst — interprets macro event impacts
- 📉 Technical Analyst — detects patterns with MACD, RSI, etc.
Research Team:
- 🐂 Bullish and bearish researchers in structured debate
Management:
- 📋 Trader Agent — makes decisions based on all reports
- ⚖️ Risk Management — evaluates volatility and liquidity
- 💼 Portfolio Manager — approves/rejects transactions
🛠️ Multi-LLM and Open Source#
Supports: OpenAI, Anthropic, Google, xAI, DeepSeek, Qwen, GLM, and local Ollama.
💡 Explanation in a nutshell#
TradingAgents is an open-source multi-agent framework for financial trading research with LLMs. It replicates the structure of a real investment firm: specialized analysts (fundamental, sentiment, technical), researchers in debate, a trader agent, and risk management. Agents debate each other to find the optimal strategy. Built with LangGraph, it supports dozens of LLM providers and includes a decision log with continuous learning. ⚠️ Not financial advice.
More information at the link 👇
Also published on LinkedIn.
